+ All Categories
Home > Documents > Integrated Metabolomics and Morphogenesis Reveals Volatile...

Integrated Metabolomics and Morphogenesis Reveals Volatile...

Date post: 29-Mar-2018
Category:
Upload: buihanh
View: 214 times
Download: 2 times
Share this document with a friend
43
1 Integrated Metabolomics and Morphogenesis Reveals 1 Volatile Signaling of the Nematode-Trapping Fungus 2 Arthrobotrys oligospora 3 4 Bai-Le Wang, 1 Yong-Hong Chen, 1 Jia-Ning He, 1 Hua-Xi Xue, 1 Ni Yan, 1 Zhi-Jun Zeng, 1 5 Joan W. Bennett, 2 Ke-Qin Zhang, 1, * Xue-Mei Niu 1, * 6 7 1 State Key Laboratory for Conservation and Utilization of Bio-Resources & Key Laboratory for 8 Microbial Resources of the Ministry of Education, School of life Sciences, Yunnan University, 9 Kunming, 650091, People’s Republic of China 10 2 Department of Plant Biology, Rutgers University, New Jersey 08901, United States of America 11 12 *Corresponding author (Tel: 86-871-65032538; Fax: 86-871-65034838: E-mail: [email protected] or 13 [email protected]) 14 15 Running title: Flexible tactics of A. oligospora to trap nematodes 16 17 AEM Accepted Manuscript Posted Online 16 February 2018 Appl. Environ. Microbiol. doi:10.1128/AEM.02749-17 Copyright © 2018 Wang et al. This is an open-access article distributed under the terms of the Creative Commons Attribution 4.0 International license. on May 25, 2018 by guest http://aem.asm.org/ Downloaded from
Transcript
Page 1: Integrated Metabolomics and Morphogenesis Reveals Volatile ...aem.asm.org/content/early/2018/02/12/AEM.02749-17.full.pdf · 12/02/2018 · 22 response to nutrient depletion in nature.

1

Integrated Metabolomics and Morphogenesis Reveals 1

Volatile Signaling of the Nematode-Trapping Fungus 2

Arthrobotrys oligospora 3

4

Bai-Le Wang,1 Yong-Hong Chen,

1 Jia-Ning He,

1 Hua-Xi Xue,

1 Ni Yan,

1 Zhi-Jun Zeng,

1 5

Joan W. Bennett,2 Ke-Qin Zhang,

1,* Xue-Mei Niu

1,* 6

7

1State Key Laboratory for Conservation and Utilization of Bio-Resources & Key Laboratory for 8

Microbial Resources of the Ministry of Education, School of life Sciences, Yunnan University, 9

Kunming, 650091, People’s Republic of China 10

2Department of Plant Biology, Rutgers University, New Jersey 08901, United States of America 11

12

*Corresponding author (Tel: 86-871-65032538; Fax: 86-871-65034838: E-mail: [email protected] or 13

[email protected]) 14

15

Running title: Flexible tactics of A. oligospora to trap nematodes 16

17

AEM Accepted Manuscript Posted Online 16 February 2018Appl. Environ. Microbiol. doi:10.1128/AEM.02749-17Copyright © 2018 Wang et al.This is an open-access article distributed under the terms of the Creative Commons Attribution 4.0 International license.

on May 25, 2018 by guest

http://aem.asm

.org/D

ownloaded from

Page 2: Integrated Metabolomics and Morphogenesis Reveals Volatile ...aem.asm.org/content/early/2018/02/12/AEM.02749-17.full.pdf · 12/02/2018 · 22 response to nutrient depletion in nature.

2

ABSTRACT 18

The adjustment of metabolic patterns is fundamental to fungal biology and plays vital roles in adaption 19

to diverse ecological challenges. Nematode trapping fungi can switch lifestyles from saprophytic to 20

pathogenic by developing specific trapping devices induced by nematodes to infect their prey as a 21

response to nutrient depletion in nature. However, the chemical identity of the specific fungal 22

metabolites used during the switch remains poorly understood. We hypothesized that these important 23

signal molecules might be volatile in nature. GC-MS was used to carry out comparative analysis of 24

fungal metabolomics during saprophytic and pathogenic lifestyles of the model species Arthrobotrys 25

oligospora. Two media commonly used in research on this species, corn meal agar (CMA) and potato 26

dextrose agar (PDA), were chosen in this study. The fungus produced a small group of volatile furanone 27

and pyrone metabolites that were associated with the switch from saprophytic to pathogenic stages. A. 28

oligospora grown on CMA tended to produce more traps and employ attractive furanones to improve 29

utilization of traps, while fungus grown on PDA developed fewer traps and used nematodetoxic 30

furanone metabolites to compensate for insufficient traps. Another volatile pyrone metabolite, maltol, 31

was identified as a morphological regulator for enhancing trap formation. Deletion of gene 32

AOL_s00079g496 in A. oligospora led to increased furanone attractant (2 folds) in mutants and 33

enhanced attractive activity (1.5 fold) of the fungus, while resulted in decreased trap formation. This 34

investigation provides new insights regarding the comprehensive tactics of fungal adaptation to 35

environmental stress, integrating both morphological and metabolomic mechanisms. 36

KEYWORDS: Nematode-trapping fungi; Arthrobotrys oligospora; Metabolic adaptation; 37

Pathogenicity; Volatile Organic Compounds (VOCs) 38

39

40

on May 25, 2018 by guest

http://aem.asm

.org/D

ownloaded from

Page 3: Integrated Metabolomics and Morphogenesis Reveals Volatile ...aem.asm.org/content/early/2018/02/12/AEM.02749-17.full.pdf · 12/02/2018 · 22 response to nutrient depletion in nature.

3

Importance 41

Nematode-trapping fungi are a unique group of soil-living fungi that can switch from saprophytic to 42

pathogenic lifestyle once in contact with nematodes as a response to nutrient depletion. In this study, we 43

investigated the metabolic response during the switch and the key types of metabolites involved in the 44

interaction between fungi and nematodes. Our findings indicated that A. oligospora develop multiple 45

and flexible metabolic tactics corresponding to different morphological responses to nematodes. A. 46

oligospora can use similar volatile furanone and pyrone metabolites with different ecological functions 47

to help capture nematodes in the fungal switch from saprophytic to pathogenic lifestyles. Furthermore, 48

A. oligospora mutants with increased furanone and pyrone metabolites confirmed the results. This 49

investigation reveals the importance of volatile signaling in the comprehensive tactics used by nematode 50

trapping fungi, integrating both morphological and metabolomic mechanisms. 51

52

53

INTRODUCTION 54

Nematode-trapping fungi (NTF) can detect the presence of nematodes and develop specialized mycelial 55

trap devices to infect and consume prey as a response to nutrient depletion (1-4). These fungi are 56

broadly distributed in terrestrial and aquatic ecosystems, and more than 200 species from the phyla 57

Ascomycota, Basidiomycota, and Zygomycota have been described. Their role as natural enemies of 58

parasitic nematodes makes them attractive as biocontrol agents; moreover their unique ability to switch 59

between saprophytic and parasitic lifestyles are of great interest in basic ecological research (5, 6). 60

The direct physical contact with living nematodes has been assumed as the crucial biotic factor 61

necessary to induce the trap formation of NTF (7, 8). Traps are regarded as the key morphological 62

indication of the switch from the saprophytic to the pathogenic lifestyle for NTF (9-15). The nematodes 63

not only induce the formation of fungal traps, but once trapped, they also serve as a food source (3). 64

Considerable progress has been made in our understanding of the evolution and molecular mechanisms 65

of fungal trap formation at genomic, proteomic and transcriptomic levels (14, 16). When nematodes 66

on May 25, 2018 by guest

http://aem.asm

.org/D

ownloaded from

Page 4: Integrated Metabolomics and Morphogenesis Reveals Volatile ...aem.asm.org/content/early/2018/02/12/AEM.02749-17.full.pdf · 12/02/2018 · 22 response to nutrient depletion in nature.

4

induce the formation of trapping devices, multiple fungal signal transduction pathways are activated and 67

the downstream genes associated with energy metabolism, biosynthesis of the cell wall and adhesive 68

proteins involved in trap formation are regulated (7, 17). 69

Interestingly, NTF need an organic energy source other than nematodes in order to remain in an 70

active nematophagous state (18, 19). Previous studies have found that corn meal agar (CMA) and potato 71

dextrose agar (PDA) are among the best media for keeping the nematophagous activities of NTF and the 72

most extensively used by experimentalists to observe trap formation induced by nematodes (8, 12, 14, 73

16, 17, 18). The composition of the growth medium is important because fungi produce different 74

numbers of traps and have different nematocidal activities when grown on CMA or PDA. However, the 75

chemical identity of the signaling molecules responsible for these differential responses has remained 76

unclear. 77

It has long been assumed that traps are not the only weapons that NTF use to infect nematodes. In 78

1955, Duddington and Shepherd suggested that NTF could yield an unknown metabolite, 79

“nematotoxin”, to paralyze or kill nematodes because they found that the infected nematodes became 80

inactive before the infection bulb had completely developed (19, 20). Later in 1963, Olthof reported that 81

the filtrates from NTF parasitized nematodes contained the unstable nematode-inactivating substance 82

(21). In 1994, linoleic acid was reported as a putative nematicidal compound from several 83

nematophagous fungi (22). At the same time, a unique class of hybrid oligosporon metabolites found as 84

chemotaxonomic markers were reported from different strains of a model species Arthrobotrys 85

oligospora isolated from The Netherlands (23), Australia (24) and later from China (25, 26). These 86

known metabolites from A. oligospora are non-volatile compounds and exhibit several biological 87

activities, including moderate antibacterial properties, significant autoregulatory effects on the 88

formation of conidiophores and hyphal fusions in A. oligospora (26, 27). However, the chemical identity 89

of the metabolites involved in the lifestyle switch from saprotrophic to pathogenic phases has remained 90

cryptic. We hypothesized that these signals might be volatile in nature and used gas chromatography-91

mass spectrometry (GC-MS) in our analyses. 92

on May 25, 2018 by guest

http://aem.asm

.org/D

ownloaded from

Page 5: Integrated Metabolomics and Morphogenesis Reveals Volatile ...aem.asm.org/content/early/2018/02/12/AEM.02749-17.full.pdf · 12/02/2018 · 22 response to nutrient depletion in nature.

5

A. oligospora is commonly found in soils from diverse ecological habits and has emerged as the 93

model species for nematode-trapping fungi (5, 27). Under limited conditions, A. oligospora can form 94

three dimensional (3D) traps in direct contact with nematodes. In order to obtain information on 95

morphological and metabolic changes in A. oligospora, two common media, CMA and PDA, were used 96

in our analyses to investigate medium-specific metabolic features, as well to illuminate general aspects 97

of A. oligospora metabolism. There has been no previous report about the response of the fungus just 98

before the fungus starts to form predatory traps via the direct physical contact with nematodes, so a non-99

direct contact bioassay also was performed between the fungus and living/dead nematodes. Dead 100

nematodes were included in the non-direct contact bioassay in order to further evaluate if it could make 101

different responses to the approaching living and dead nematodes. The time-course designs over short-102

term intervals have provided successive snapshots of the morphological and metabolic status of A. 103

oligospora (model strain 1.1883) in response to a shift from the absence of the nematodes to the 104

presence of nematodes. GC-MS analysis was performed for metabolite profiling to determine 105

similarities and differences in temporal metabolite responses, and we have identified several volatile 106

compounds that exhibit medium-specific responses during the induction of traps in response to the 107

presence of nematodes. 108

109

Materials and Methods 110

Fungal and Nematode Strains, Media, and Treatment Conditions. 111

A. oligospora model species strain YMF1.01883 (ATCC 24927) was used in the fungus-nematode 112

interaction bioassays and cultured on CMA (corn (Kunming, China) 20 g L-1

, agar (Biofroxx, 113

Einhausen, Germany) 15 g L-1

) or PDA (potato (Kunming, China) 200 g L-1

, glucose (Solarbio, Beijing, 114

China) 10 g L-1

, agar 15 g L-1

). All the bioassays were conducted in 9 cm diameter glass Petri dishes. 115

Inocula of A. oligospora YMF1.01883 were cultured at 28°C on PDA plates for one week. Then one 5 116

mm diameter disk of the fungus was cut with a sterile cork borer and was inoculated onto either CMA 117

on May 25, 2018 by guest

http://aem.asm

.org/D

ownloaded from

Page 6: Integrated Metabolomics and Morphogenesis Reveals Volatile ...aem.asm.org/content/early/2018/02/12/AEM.02749-17.full.pdf · 12/02/2018 · 22 response to nutrient depletion in nature.

6

or PDA. The cultures were incubated at 28°C until the fungal lawn occupied half of the Petri plate to 118

obtain strong fresh mycelia. 119

Two treatment bioassays were performed to evaluate the fungal responses during the A. 120

oligospora-nematodes interaction: direct physical contact and non-direct contact. Caenorhabditis 121

elegans (strain N2) was cultured in oatmeal medium at 22°C for 6-7 days. The fungal strains treated 122

without nematodes on PDA or CMA, were used as controls for both treatment bioassays. 123

For the non-direct contact bioassay, the bottom of the Petri plate containing the fungal lawn was 124

inverted over a second Petri plate bottom of identical size containing 1 mL solution of mixed stage 125

living nematodes or dead nematodes (29). In this treatment, the fungi and the nematodes shared the 126

same atmosphere but had no direct physical contact. The two half Petri plates were sealed together with 127

Parafilm and then incubated in a dark chamber at 28 °C. For the control group, 1 mL sterile H2O was 128

used in place of the nematode suspension. Half of the live nematodes were submerged for 20 min in 129

45C water to prepare dead nematodes. In each treatment the fungus and nematodes were harvested 130

separately at a 6 hour interval for the first 48 hours and at a 24 hour interval for the subsequent 4 days, 131

respectively. In total, four biological replicates were performed for metabolomic analysis. 132

For the direct contact bioassay, 1 mL mixed-stage living nematode solution (about 3000 nematodes) 133

was directly added in the center of the fungal lawn; 1 mL sterile H2O was used as control. The Petri 134

dishes were sealed with Parafilm and incubated in a dark chamber at 28°C. The fungal lawn was 135

observed and harvested at a 6 hour interval for the first 48 hours and at a 24 hour interval for the 136

subsequent 4 days, respectively. The fungal lawns with nematodes from each time point were extracted 137

with methanol for metabolomic analysis. 138

139

Morphological Analysis. 140

For characterization of fungal growth, development and morphological transitions, microscopy was 141

performed according to the protocols outlined previously (16). Observations of the morphological 142

transitions of hyphal fusion to two-dimensional (2D) nets and morphological transitions to three-143

on May 25, 2018 by guest

http://aem.asm

.org/D

ownloaded from

Page 7: Integrated Metabolomics and Morphogenesis Reveals Volatile ...aem.asm.org/content/early/2018/02/12/AEM.02749-17.full.pdf · 12/02/2018 · 22 response to nutrient depletion in nature.

7

dimensional (3D) traps were assessed at a 6 hour interval for first 48 hours and at a 24 hour interval for 144

subsequent 4 days, respectively. The hyphal fusions and 3D traps were evaluated with a binocular 145

microscope (10 x magnification, Olympus, Japan). Seven fields in each fungal culture were picked at 146

random for observation; microscopic counting was repeated three times; and the data obtained were 147

analyzed statistically. Image stacks were processed using Imaris 6.3.1 (Bitplane) to generate images for 148

publication. The mean corrected data for the fungal strains treated with nematodes were obtained from 149

the outcome of the data in the test minus the data in the control group. 150

151

Metabolomic Profiling. 152

The metabolomic profiling analysis involved sample extraction, metabolite detection, metabolomic data 153

preprocessing (e.g., metabolite feature extraction, chromatographic peak alignment, data reduction), and 154

statistical analysis. The metabolic profiles were obtained from direct contact and non-direct contact 155

bioassays conducted on two media. Each treatment group consisted of 4 replicates and a corresponding 156

control group with same number replicates. The fungal mycelial lawn were harvested and extracted 157

twice with 30 mL methanol under ultrasonic conditions for 30 min in an ice-cooled bath-type sonicator. 158

Each methanol-soluble extract was centrifuged for 3 min at 10 000 × g and 4°C and the supernatant was 159

concentrated to dryness under vacuum. Each dried extract was resuspended in 1 mL methanol under 160

ultrasonic conditions for 20 min in an ice-cooled bath-type sonicator, and then filtered through 0.22 μm 161

membranes. The filtrates were stored at -80°C prior to GC-MS analyses. 162

GC-EI-MS analyses were performed as described (30) using a Hewlett-Packard gas chromatograph 163

5890 series II Plus linked to a Hewlett-Packard 5972 mass spectrometer system (Hewlett-Packard, San 164

Diego, CA, USA) equipped with a 30 m long, 0.25 mm i.d., and 0.5 μm film thickness HP5-MS 165

capillary column. The temperatures were programmed from 100 to 300 C at a rate of 5C/min. Helium 166

was used as a carrier gas at a flow rate of 0.7 mL/min. The split ratio was 1:20, the injector temperature 167

280 C, the interface temperature 300 C, and the ionization voltage 70 eV. 168

on May 25, 2018 by guest

http://aem.asm

.org/D

ownloaded from

Page 8: Integrated Metabolomics and Morphogenesis Reveals Volatile ...aem.asm.org/content/early/2018/02/12/AEM.02749-17.full.pdf · 12/02/2018 · 22 response to nutrient depletion in nature.

8

Identification of peaks was performed through retention time index and mass spectrum. 169

Compounds from the strains were designated as metabolites if they were identified with a match 900 on 170

a scale of 0 to 1,000 and retention index (RI) deviation of 3.0 (31, 32). The semiquantitative analysis of 171

the main compounds was performed through internal normalization with the area of each compound. 172

The addition of each area of the compounds corresponds to 100% area (33). 173

174 Data Analysis. 175

The data matrix was analyzed by Principal Component Analysis (PCA (34). The principle component 176

calculations were performed using TIGR MultiExperiment Viewer (MeV) software with a Centering 177

Mode, based on means, and visualized by using the Eigenvalues of the first principal component (x-axis) 178

and the second principal component (y-axis) or second principal component (x-axis) and the third 179

principal component (y-axis) (34). Each point on the plot represents an individual sample, and each 180

point on the loading plot represents a contribution of an individual metabolite to the score plot. 181

Accordingly, chemical components responsible for the differences between samples detected in the 182

scores plot can be extracted from the corresponding loadings. 183

Samples were clustered using unsupervised hierarchical cluster analysis (HCA) that provides 184

organization of primary data sets without predefined classification. Data were visualized by 185

dendrograms. Logarithmized values of metabolite relative concentrations were implemented in TIGR 186

Mev software in an unsupervised hierarchical cluster analysis (HCA) using Pearson correlation (34, 35). 187

188

Chemotaxis and Nematodetoxic Assays. 189

In order to evaluate if these volatile metabolites and mutants have nematode-attracting ability, 190

chemotaxis assays were preformed in 9 cm plates containing assay medium (20% agar, 5 mM potassium 191

phosphate pH 6.0, 1 mM CaCl2, 1 mM MgSO4) according to published protocols (36, 37). Two marks, 192

at opposite ends, were made on the back of the Petri plate, about 1 cm from the edge of the plate. 193

Between 100 and 200 washed adult nematodes were placed near the center of a 9 cm assay plate with 194

the putative attractant at one end of the plate and an aliquot of 1µL solvent ethanol was placed over the 195

on May 25, 2018 by guest

http://aem.asm

.org/D

ownloaded from

Page 9: Integrated Metabolomics and Morphogenesis Reveals Volatile ...aem.asm.org/content/early/2018/02/12/AEM.02749-17.full.pdf · 12/02/2018 · 22 response to nutrient depletion in nature.

9

other mark as control. An aliquot containing each respective test compound was suspended in 1µL of 196

ethanol and placed on the agar over one mark. Test compounds, including propanoic acid (1), 3-ethoxy-197

1,2-propanediol (2), 2(5H)-furanone (5), furan-2-ylmethanol (6), furan-2-carbaldehyde (7), 5-198

methylfuran-2-carbaldehyde (8), and n-Hexadecanoic acid (13), (Z,Z)-9,12-methyl octadecadienoate (14) 199

were obtained from Sigma-Aldrich USA, and D-(+)-Talose (12) was obtained from TCI Tokyo 200

Chemical Industry Co., Ltd. Japan. To evaluate the mutant strains, a 6 mm diameter disk of mycelium 201

grown for 2 days on CMA medium was used as test sample. For negative controls, a 6 mm diameter 202

disk of the wildtype strain on CMA medium was used. About 100 washed C. elegans adult nematodes 203

in M9 buffer were placed near the center of the plate, equidistant from the two marks. After 1hr, the 204

number of C. elegans at the putative attractant area and at the control area was counted. A chemotaxis 205

index was calculated based on the enrichment of animals at the attractant as following formula: 206

chemotaxis index = (the number of nematodes at the attractant area − the number of nematodes at the 207

control)/the total number of the Nematodes. The chemotaxis index varied from +1.0 to -1.0. In this 208

assay, a chemotaxis index of 1.0 represents complete preference for the test sample, and an index of 0 209

represents an equal distribution. 210

The nematode toxicity test was performed according to a previously published protocol (38). 211

About 300 C. elegans were dispensed into 3.5 cm plates containing 1 mL of M9 buffer with variable 212

amounts of pure metabolites (dissolved in DMSO) per plate. The same volume solvent of DMSO (0.5% 213

DMSO, v/v) was used as a negative control group and 1 g/mL ivermectin (Sigma-Aldrich USA) was 214

used as a positive control. Worms were exposed for 24 h at 20 °C, and the number of dead or living 215

worms was determined by the absence/presence of touch-provoked movement when probed with a 216

platinum wire. The median lethal concentration (LC50) value was calculated using the probit method 217

(38). All treatments were conducted in triplicate. 218

219

Mutant Construction. 220

The annotation of the genome of A. oligospora revealed five putative PKS genes including 221

on May 25, 2018 by guest

http://aem.asm

.org/D

ownloaded from

Page 10: Integrated Metabolomics and Morphogenesis Reveals Volatile ...aem.asm.org/content/early/2018/02/12/AEM.02749-17.full.pdf · 12/02/2018 · 22 response to nutrient depletion in nature.

10

AOL_s00043g287, AOL_s00043g828, AOL_s00079g496, AOL_s00215g283, and AOL_s00215g926 222

(16). The gene AOL_s00043g287 encodes a type III PKS and is designated PKS III-1. The genes 223

AOL_s00043g828, AOL_s00079g496, AOL_s00215g283, and AOL_s00215g926 encode type I PKSs 224

and are designated PKS I-1, PKS I-2, PKS I-3, and PKS I-4, respectively. A modified protoplast 225

transformation method (30) for genetic disruption of these PKS genes was applied using double-226

crossover recombination with the hygromycin-resistance gene (hyg) as a selection marker, followed by 227

identification of desired mutants using diagnostic PCR. The two homologous regions were amplified 228

from A. oligospora genomic DNA using primers containing overlapping regions with the vector pAg1-229

H3 and the hyg-resistance cassette. 230

Genomic DNA of A. oligospora was extracted as previously described (16). Restriction 231

endonucleases and DNA modifying enzymes were purchased from New England Biolabs (Beverly, 232

MA). In-Fusion® HD Cloning Kits were purchased from Clontech Laboratories (Mountain View, CA). 233

The left and right DNA fragments flanking the hygromycin resistant gene (hygR) in pAg1-H3 vector 234

were amplified from the genomic DNA of A. oligospora by PCR (GXL high-fidelity DNA Polymerase 235

TaKaRa Biotechnology Co. Ltd, Dalian, China) using primer sets as following. The disruption vector 236

for PKS III-1 gene AOL_s00043g287 was constructed with primer sets: 287-5f 237

(TCGAGCTCGGTACCAAGGCCCGGGTAAGACGGTGTAGAGGGCTGC), 287-5r 238

(GAGGCCTGATCATCGATGGGCCCGGACTTAGACTGGGCACT), 287-3f 239

(GCGATCGCGGCCGGCCGGCGCGCCGCCGAGGTCTTCTGGAAA) and 287-3r 240

(GAGTCACGAAGCTTGCATGCCTGCAGGTGTGCCGTTGCTTGGTAA). The disruption vector for 241

PKS I-1 gene AOL_s00043g828 was constructed with primer sets: 828-5f 242

(GAGCTCGGTACCAAGGCCCGGGTGCGTCACTTTGTTCATC), 828-5r 243

(CGAGGCCTGATCATCGATGGGCCCTAAATCTATCGTCGGGTAC), 828-3f 244

(GCGATCGCGGCCGGCCGGCGCGCCTCACGGAACAGGCACTAC) and 828-3r 245

(TCACGAAGCTTGCATGCCTGCAGGCAGACGATCTATCCCACC). The disruption vector for PKS 246

I-2 gene AOL_s00079g496 was constructed with primer sets: 496-5f: 247

on May 25, 2018 by guest

http://aem.asm

.org/D

ownloaded from

Page 11: Integrated Metabolomics and Morphogenesis Reveals Volatile ...aem.asm.org/content/early/2018/02/12/AEM.02749-17.full.pdf · 12/02/2018 · 22 response to nutrient depletion in nature.

11

AGCTCGGTACCAAGGCCCGGGTTTGTTATAGAAATGCCTCC and 496-5r: 248

GAGGCCTGATCATCGATGGGCCCGTCTTACCCAACTTAGCG, and 496-3f: 249

GCGATCGCGGCCGGCCGGCGCGCCAGATAGTAAGGATGGGCAG and 496-3r: 250

TCACGAAGCTTGCATGCCTGCAGGTGAAACGCAGACGGGTAA. The disruption vector for PKS 251

I-3 gene AOL_s00215g283 was constructed with primer sets: primer sets 283-5f, 283-5r, 283-3f and 252

283-3r (30). The disruption vector for PKS I-4 gene AOL_s00215g926 was constructed with primer sets: 253

926-5f (GAGCTCGGTACCAAGGCCCGGGGCCGTAAGTAAATTGTCTG), 926-5r 254

(AGGCCTGATCATCGATGGGCCCCAAGTGCGTGGTAGGAGC), 926-3f 255

(TCTAGAGGATCCCCCGACTAGTGTGGCGTTCGTAGTGATG) and 926-3r 256

(CACGAAGCTTGCATGCCTGCAGGTTCCAGTAGGACCGTGTA). 257

The DNA fragments (5' flanks and 3' flanks) were purified using PCR Clean-up Kit (Macherey-258

Nagel Inc, Düren, Germany) and NucleoSpin Gel, and were inserted into the specific sites of pAg1-H3 259

vector, respectively, by In-Fusion method to generate the completed disruption pAg1-H3-5′-3′ vector. 260

The homologous fragment amplifications were carried out as follows. Twenty-five L PCR 261

amplification system, using GXL high-fidelity DNA polymerase following the manufacturer’s 262

instructions (Takara) was applied. Half of one microliter of the prepared genomic DNA from A. 263

oligospora was added as template. All PCRs were performed in a Veriti 96-well thermal cycler 264

(Applied Biosystems, Foster city, CA). The amplification program contained predenaturation at 98°C 265

for 4 min followed by 30 cycles of denaturation at 98°C for 10 s, annealing at 57°C for 15 s, and 266

elongation at 68°C for 2 min, with a final extension step at 68°C for 10 min. 267

Medium PDASS (PDA supplemented with 0.6 M sucrose, 0.3 g/L yeast extract, 0.3 g/L tryptone, 268

0.3 g/L peptone, and 200 μg/mL hygromycin B (Roche Applied Science, Mannheim, Germany) for 269

selecting transformants) was applied to carry out protoplast regeneration. Four 1-1.2 cm diameter 270

mycelia plugs from 7 d fungal strain on YMA medium (2 g/L yeast extract, 10 g/L malt extract, and 18 271

g/L agar) were inoculated into 100 mL of TG medium [1% tryptone (Oxoid, Basingstoke, U.K.), and 272

1% glucose] and cultured at 30 °C at 180 rpm for 36 h. The mycelia were harvested and resuspended in 273

on May 25, 2018 by guest

http://aem.asm

.org/D

ownloaded from

Page 12: Integrated Metabolomics and Morphogenesis Reveals Volatile ...aem.asm.org/content/early/2018/02/12/AEM.02749-17.full.pdf · 12/02/2018 · 22 response to nutrient depletion in nature.

12

20 mL of a filter-sterilized enzyme solution that contained 120 mg of lysing enzymes (Sigma, St. Louis, 274

MO), 0.4 mL of cellulase (Sigma, St. Louis, MO), and 100 mg of snailase (Solarbio, Beijing, China) in 275

0.6 M MgSO4 at pH 6.0. The suspension was incubated for 4 h at 28 °C on a rotary shaker at 180 rpm. 276

Protoplasts were collected by filtering through six layers of sterile lens-cleaning tissue and centrifuged 277

at 1000 g. The protoplasts were washed twice with KTC (1.2 M KCl, 10 mM Tris-HCl, 50 mM CaCl2) 278

solution and finally resuspended in the same solution. 279

The protoplast-based protocol for the disruption of the targeted genes in A. oligospora was performed as 280

described previously (16). About 150 μL protoplasts (circa 8.0×107 /mL) were mixed with 10 μg linear 281

DNA in a 1.5 mL centrifuge tube. After 30 min of incubation on ice, 600 μL of PTC (50 mM CaCl2, 20 282

mM Tris-HCl, 50% polyethylene glycol 6000, pH 7.5) was added into the mixture and mixed gently. 283

After incubation at 28°C for 1 h, regeneration for 12 h, the putatively transformed protoplasts were 284

plated onto PDAS medium (PDA supplemented with 5 g/L molasses, 0.6 M

saccharose, 0.3 g/L

yeast 285

extract, 0.3 g/L tryptone, and 0.3 g/L

casein peptone) containing 200 μg/mL of hygromycin B. 286

Transformation colonies were selected after incubation at 28°C for 6-8 d, and every single colony was 287

transferred to a new plate containing TYGA medium (10 g/L tryptone, 10 g/L

glucose, 5 g/L

yeast 288

extract, 5 g/L molasses, 18 g/L agar) containing 200 μg/mL of hygromycin B. After incubation for 5 d at 289

28 °C, genomic DNA of putative transformants were extracted and were verified by PCR to check for 290

the integration of genes in the genome. Five mutants deficient in these PKS genes, respectively, were 291

screened out and confirmed by PCR. Knockout of the PKS I-2 gene AOL_s00079g496 was further 292

confirmed by southern blot analysis. Southern analysis was carried out according to the instructions 293

provided by the Chemiluminescent Nucleic Acid Detection Module (Thermo, Rockford, USA). The 294

primer pair KS-5f (TGTATTCCGTTTCGGTCTGC) and KS-3r (TTGAACCAACACGATTCTGC) 295

were used as Southern hybridization probes, and restriction enzyme Age I was used to digest the 296

genomic DNA of the wild-type A. oligospora and the mutant ∆AOL_s00079g496 for Southern analysis. 297

All the mutants were maintained and cultured on the same media in the same way as the wildtype strain. 298

The metabolites from cultures of these mutants and the wildtype strain were extracted and analyzed by 299

on May 25, 2018 by guest

http://aem.asm

.org/D

ownloaded from

Page 13: Integrated Metabolomics and Morphogenesis Reveals Volatile ...aem.asm.org/content/early/2018/02/12/AEM.02749-17.full.pdf · 12/02/2018 · 22 response to nutrient depletion in nature.

13

HPLC and GC-MS methods. GC-MS analysis was performed as described above in Metabolomic 300

Profiling. 301

302

HPLC Analysis. 303

HPLC analysis was carried out using a HP 1200 unit (Agilent, Waldbronn, Germany), employing the 304

following instrumental conditions: column, CAPCELL PAK C18, 5 m; 4.6 ×250 mm (Shiseido, Tokyo, 305

Japan); mobile phase A, 0.1% formic acid in water; mobile phase B, 0.1% formic acid in acetonitrile. 306

The LC conditions were performed as described previously (30) and were manually optimized on the 307

basis of separation patterns as gradient program of B: 0 min, 10% B; 2 min, 10% B; 10 min, 25% B; 30 308

min, 35% B; 35 min, 50% B; 45 min, 90% B; 47 min, 10% B; 49 min, 10% B. UV spectra were 309

recorded at 220-400 nm. 310

311

RESULTS 312

Differences in hyphal morphogenesis of A. oligospora on CMA and PDA in response to nematodes 313

In the non-direct contact bioassay, living and dead nematodes were used to evaluate if the fungus had 314

different morphological and metabolic responses. The morphological responses of A. oligospora grown 315

on CMA and PDA to the presence of nematodes under two modes of contact in 144 h were evaluated 316

and found to be significantly different (Fig. 1). In direct contact with nematodes, the fungal strains 317

grown on both PDA and CMA developed 3D traps. In our study, within 6 h on CMA, the formation of 318

3D traps was observed, while on PDA the formation of 3D traps was not observed until 12 h. Not only 319

did the fungus on CMA produce traps in a shorter time, after 24 h, fungal strains grown on CMA had 320

more traps than those on PDA. After 30 h, when exposed to nematodes, the fungus cultivated on CMA 321

produced the 3D traps at a level of 100 cm-2

, while the fungal strains grown on PDA formed fewer than 322

half this number of traps. The fungus grown on PDA took 12 hours longer to develop 3D traps at near 323

80 cm-2

which is 20% fewer than that of the fungal strains on CMA (Fig. 1). 324

on May 25, 2018 by guest

http://aem.asm

.org/D

ownloaded from

Page 14: Integrated Metabolomics and Morphogenesis Reveals Volatile ...aem.asm.org/content/early/2018/02/12/AEM.02749-17.full.pdf · 12/02/2018 · 22 response to nutrient depletion in nature.

14

The non-direct contact bioassay was performed according to published protocols (29). The bottom 325

portion of two glass Petri plates of identical size were used, one containing the fungal culture, the other 326

containing C. elegans nematodes. The fungal plate was inverted over the plate containing the nematodes, 327

but there was no direct contact between the worms and the fungal mycelium. Under this condition of 328

non-direct exposure to nematodes, at 24 h, no obvious morphological transition was observed in the 329

fungi cultured on either CMA or PDA (Fig. 1). However, hyphal fusions were observed. A 330

morphological transition of hypha fusions was observed at 30 h for the fungi grown on CMA and at 42 331

h on PDA. On CMA, the fungal strains developed 30% more hyphal fusions than on PDA (Fig. 1). 332

Interestingly, the numbers of the hyphal fusions produced by the fungus grown on CMA reached the 333

maximum at 80 cm-2

within 96 h, and then quickly decreased to 30 cm-2

. However, no such change in 334

rate of trap formation was observed for the fungal strains grown on PDA. The numbers of hyphal 335

fusions produced by the strains grown on PDA increased steadily and reached 80 cm-2

at the end of the 336

observation period. Exposure to living or dead nematodes made no obvious difference in the formation 337

of hyphal fusions when the fungus was grown on CMA. However, on PDA about 20% more hyphal 338

fusions were observed with exposure to live nematodes than with exposure to dead ones (Fig. 1). The 339

formation of 3D traps was not observed for the fungi grown on CMA until 72 h; 3D traps were observed 340

on PDA after 96 h. Then, while the numbers of 3D traps on both media increased slowly, they remained 341

at a low level (Fig. 1). In summary, the fungi grown on CMA developed more traps, and did so at a 342

faster rate, than those grown on PDA. In the absence of direct contact with nematodes, the fungi grown 343

on either CMA or PDA medium developed more hyphal fusions than 3D traps. 344

345

Metabolites from A. oligospora grown on CMA or PDA during the time course between the 346

saprophytic and pathogenic stages 347

. Time course metabolite profiles of A. oligospora YMF1.01883 grown on CMA and PDA treated with 348

nematodes, including direct contact and non-direct contacts with live and dead nematodes, and treated 349

without nematodes were analyzed with GC-MS analysis (Tables S1-S2). In non-direct contact bioassay, 350

on May 25, 2018 by guest

http://aem.asm

.org/D

ownloaded from

Page 15: Integrated Metabolomics and Morphogenesis Reveals Volatile ...aem.asm.org/content/early/2018/02/12/AEM.02749-17.full.pdf · 12/02/2018 · 22 response to nutrient depletion in nature.

15

nematodes were also collected at regular intervals for GC/MS analyses in order to remove the effect of 351

the nematodes on A. oligospora in direct contact bioassay. Four replicates for each treatment on one 352

medium at one time point led to in total 382 fungal samples and 60 nematode samples for metabolite 353

analysis. At one time point, the metabolite profiles of the fungal strains treated with nematodes were 354

compared with that of the fungal strains treated without nematodes to evaluate the metabolites varying 355

in contents. In order to get more information about the potential metabolites, the peaks were designated 356

as metabolites if they were identified with a match 700 on a scale of 0 to 1,000 to that data in the inborn 357

library. All the metabolites which showed significant changes in concentrations during the time course 358

metabolite profiles were considered (Tables S3-S4). 359

The metabolite profiles of A. oligospora on CMA and PDA, respectively, under four treatments at 360

24h were analyzed (Fig. S1). It was obvious to note that despite four types of treatments, the fungal 361

strains on the same medium shared quite similar metabolite patterns. It seemed that direct contact 362

between nematodes and fungi did not make an obvious difference in the fungal metabolite profiles. It is 363

also clear that the metabolite profiles of the fungi grown on CMA were different from those grown on 364

PDA. Comparison with the corresponding control groups without nematodes revealed that 34 out of 70 365

metabolites from the strains on CMA medium and 16 out of 80 metabolites from those on PDA medium 366

were significantly up- or down-regulated during the time course profiles of the fungal contacts with 367

nematodes. Among 34 varying metabolites detected from the fungal strains on CMA, 18 metabolites 368

were found from all the three groups treated with nematodes, 13 metabolites from the group treated with 369

nematodes in direct contact, 2 metabolites from the group treated with live nematodes in non-direct 370

contact, and 1 metabolite from the group treated with dead nematodes in non-direct contact. Among 16 371

varying metabolites detected from the fungal strains on PDA, 9 metabolites were found from all the 372

three groups treated with nematodes, 5 metabolites from the group treated with nematodes in direct 373

contact, 1 metabolite from the group treated with live nematodes in non-direct contact, and 1 metabolite 374

from the group treated with dead nematodes in non-direct contact. These metabolites included short 375

on May 25, 2018 by guest

http://aem.asm

.org/D

ownloaded from

Page 16: Integrated Metabolomics and Morphogenesis Reveals Volatile ...aem.asm.org/content/early/2018/02/12/AEM.02749-17.full.pdf · 12/02/2018 · 22 response to nutrient depletion in nature.

16

chained acids and esters, furanones and pyranones, linoleic acid derivatives, purines, and phenolic 376

compounds (Tables S5-S6). 377

378

Analysis of metabolic patterns of A. oligospora grown on CMA and PDA between the saprophytic 379

and the pathogenic stages 380

The profiled metabolite data were analyzed using principal component analysis (PCA). PCA is a useful 381

clustering method for exploratory data analysis and requires no previous knowledge of data structures. 382

The PCA score trajectories of logarithmically transformed metabolite concentrations from A. oligospora 383

during saprophytic and the pathogenic stages, growing on CMA and PDA, are depicted (Fig. 2). These 384

data points are clustered into two distinct groups in the plot maps (Fig. 2A and 2B), indicating clear 385

differences in the fungal extract metabolome between fungi growing on the two different media. The 386

first two principal components account together for 90.2% of the variance. Overall, the first principal 387

component mainly reflected differences in media. 388

The PCA plots of dendrograms from experiments and metabolite data in CMA and in PDA, 389

respectively, are depicted in Fig. 2C and 2D. The metabolic profiles of the CMA groups displayed more 390

extensive responses to nematodes than the PDA groups, compared with their corresponding time-series 391

controls. A notable transformation of metabolic changes was observed in the CMA groups treated with 392

nematodes under the two different modes of contact. During the time courses of fungal strains 393

cohabitating with nematodes under two different modes of contact, the PCA plot of the metabolites of 394

fungi grown on CMA shows that the experimental groups separate into four main branches: 1) the 395

control branch of A. oligospora cohabiting without nematodes (C); 2) the branch of A. oligospora 396

cohabiting under direct contact with nematodes (DC); 3) the branch of A. oligospora cohabiting under 397

non-direct contact with live nematodes (NDC-L); and 4) the branch of A. oligospora cohabiting under 398

non-direct contact with dead nematodes (NDC-D) (Fig. 2C). The fungal strains grown on CMA medium 399

had different metabolic responses not only to the approach and the access of nematodes, but also to the 400

presence of living or dead nematodes. In contrast, on PDA, no obvious distribution of metabolite data in 401

on May 25, 2018 by guest

http://aem.asm

.org/D

ownloaded from

Page 17: Integrated Metabolomics and Morphogenesis Reveals Volatile ...aem.asm.org/content/early/2018/02/12/AEM.02749-17.full.pdf · 12/02/2018 · 22 response to nutrient depletion in nature.

17

the PCA plot was observed with either the modes of contact or the viability status of nematodes (Fig. 402

2D). 403

Hierarchical clustering was applied to organize the metabolites based on their relative levels across 404

samples and to discern linkages between these metabolites (Fig. 3). A subset of small molecular 405

metabolite categories, including 11 metabolites in the CMA group and 9 metabolites in the PDA group, 406

were significantly changed while the fungi cohabited with nematodes from 6 h to 96h under both media. 407

Among these metabolites, 6 metabolites in the CMA group consistently changed patterns during the 408

time course. These were propanoic acid (1), 3-ethoxy-1,2-propanediol (2), 6-methoxy-9H-purin-2-409

amine (3), Hexahydro-2,6-epoxyfuro[3,2]-3-ol (4), 2(5H)-furanone (5), and furan-2-ylmethanol (6) (Fig. 410

4). On PDA medium, 7 metabolites showed changing patterns during the time course metabolite profiles. 411

These were furan-2-carbaldehyde (7), 5-methylfuran-2-carbaldehyde (8), 2H-pyran-2,6(3H)-dione (9), 412

3-hydroxy-2-methyl-4H-pyran-4-one (10), (R)-1-phenyl-1,2-ethanediol (11), D-(+)-Talose (12), n-413

hexadecanoic acid (13), and (9Z,12 Z)-methyl octadeca-9,12-dienoate (14, methyl ester of linoleic acid) 414

(Fig. 4). These compounds may have potential functional roles in the interaction between the fungal 415

strains and nematodes. 416

417

Characterization of the target metabolites during the fungus-nematode interaction. 418

The roles of 12 of the 14 individual metabolites were evaluated using 12 commercially available 419

compounds, including propanoic acid (1), 3-ethoxy-1,2-propanediol (2), 6-methoxy-9H-purin-2-amine 420

(3), 2(5H)-furanone (5), furan-2-ylmethanol (6), furan-2-carbaldehyde (7), 5-methylfuran-2-421

carbaldehyde (8), 3-hydroxy-2-methyl-4H-pyran-4-one (10), (R)-1-phenyl-1,2-ethanediol (11), D-(+)-422

Talose (12), n-hexadecanoic acid (13), and (9Z, 12Z)-methyl octadeca-9,12-dienoate (14). The use of 423

chemical standards allowed us to test the ability of individual compounds to attract or poison nematodes, 424

as well as to observe their effects on fungal development and morphology. 425

During the preliminary chemotaxis bioassay, among the metabolites tested at a concentration of 426

1mg/mL, 0.1 mg/mL, and 0.01mg/mL C. elegans worms were attracted toward only three metabolites: 427

on May 25, 2018 by guest

http://aem.asm

.org/D

ownloaded from

Page 18: Integrated Metabolomics and Morphogenesis Reveals Volatile ...aem.asm.org/content/early/2018/02/12/AEM.02749-17.full.pdf · 12/02/2018 · 22 response to nutrient depletion in nature.

18

2(5H)-furanone (5), furan-2-yl methanol (6) and furan-2-carbaldehyde (7). Interestingly, these three 428

metabolites all share a furan ring and have similar molecular weights. Compounds 5 and 6 were 429

characterized from the fungus on CMA, while compound 7 was characterized from the fungus on PDA, 430

based on the time course metabolic profiles of the fungal strains (Fig. 4). To characterize the chemotaxis 431

responses to these three volatile attractants further, worms were tested at concentrations of 1000, 500, 432

250, 100, 50, 25, 10, 5, and 1 µg/mL, and a chemotaxis index was calculated based on the enrichment of 433

animals at the attractant. The chemotaxis index could vary from 1.0 (perfect attraction) to -1.0 (perfect 434

repulsion). Weakly attractive ethanol was used as the control. The metabolite 2(5H)-furanone (5) 435

functioned as an attractant through a broad range of concentrations, displaying the strongest nematode-436

attracting ability at a concentration of 250 g/mL (Fig. 5A). Furan-2-yl methanol (6) showed a more 437

complex response, being attractive when undiluted but somewhat repulsive at low concentrations. 438

Among the 12 metabolites tested for their toxicity towards C. elegans, 5-methylfuran-2-439

carbaldehyde (8) showed toxic activity against nematodes with a LC50 value of 369 μg/mL in 12 h. The 440

other compounds tested did not display obvious toxic effects at the concentrations tested in these 441

experiments (Fig. 5B). 442

The same 12 compounds were applied to the fungal cultivation media. In comparison with the 443

solvent control, fungal strains treated with 2.5 g/mL of 3-hydroxy-2-methyl-4H-pyran-4-one (10), also 444

known as maltol (10), displayed a significant increase in the formation of 3D traps induced by 445

nematodes. Over 12 h, the number of adhesive 3D traps formed by the fungus grown on the media 446

treated with maltol (10) was 189 cm−2

(Fig. 5C), or 30% more than control untreated media (142 cm−2

). 447

448

Functional validation of the furanone and pyrone metabolites during the fungus-nematode 449

interaction. 450

Bioinformatics analysis of the A. oligospora genome revealed five putative polyketide synthase (PKS) 451

genes including a type III PKS synthase gene AOL_s00043g287 (PKS III-1), and four type I PKS 452

synthase genes AOL_s00043g828 (PKS I-1), AOL_s00079g496 (PKS I-2), AOL_s00215g283 (PKS I-3), 453

on May 25, 2018 by guest

http://aem.asm

.org/D

ownloaded from

Page 19: Integrated Metabolomics and Morphogenesis Reveals Volatile ...aem.asm.org/content/early/2018/02/12/AEM.02749-17.full.pdf · 12/02/2018 · 22 response to nutrient depletion in nature.

19

and the other AOL_s00215g926 (PKS I-4) (30). Disruption of these five PKS genes were performed and 454

five mutants ΔAOL_s00043g287 (PKS III-1), ΔAOL_s00043g828 (PKS I-1), ΔAOL_s00079g496 (PKS 455

I-2), ΔAOL_s00215g283 (PKS I-3), ΔAOL_s00215g926 (PKS I-4) were screened from 20, 7, 8, 22, and 456

23 transformants, respectively, by genomic DNA isolation and diagnostic PCR (see Fig. S2 and Fig. S3). 457

The metabolites from cultures of these mutants and the wildtype strain were extracted and analyzed by 458

HPLC and GC-MS methods according to the standard protocols (30). In the HPLC profiles, the mutants 459

AOL_s00215g283 (PKS I-3) and AOL_s00215g926 (PKS I-4) lacked most of the peaks with 460

retention times ranging between 21 and 40 min (see Table S8). Mutant AOL_s00043g287 (PKS III-1) 461

displayed the same HPLC and GC-MS profiles as the wildtype strain. Mutant AOL_s00043g828 (PKS 462

I-1) showed three peaks that were not observed in wild type at retention times at 11.68, 463

17.87 and18.82 min in the HPLC profile, and then characterized as non-furanone and non-pyrone 464

metabolites by comparison with the standard samples, and further GC-MS analysis. Only the HPLC 465

profile of mutant AOL_s00079g496 (PKS I-2) displayed an obvious difference in the peak for the 466

attractant compound 2(5H)-furanone (5), while most of other peaks were similar to the wild type profile 467

(Fig. 6). It was interesting to note that even grown on PDA, the mutant AOL_s00079g496 (PKS I-2) 468

yielded 200% higher 2(5H)-furanone (5) than the wildtype strain (Fig. 6). Further chemotaxis bioassays 469

performed on CMA also revealed that 150% more worms were attracted to AOL_s00079g496 (PKS I-470

2) than to the wildtype strain (Fig. 7), strongly confirming the nematode-attracting function of 2(5H)-471

furanone (5). 472

Mutant AOL_s00079g496 (PKS I-2) showed the same growth rates and conditions as the wild-type 473

strain both on CMA and on PDA within 6 days. However, from 9 days on, AOL_s00079g496 grown 474

on PDA displayed much fluffier aerial mycelia than the wildtype (Fig. 8). In addition, 475

AOL_s00079g496 showed increased spore formations but decreased germination rates than the wild 476

type strain (Fig. 7). When nematodes were added to 4 day PDA cultures, it was surprising to note that 477

AOL_s00079g496 formed fewer traps than the wild-type strain (Fig. 7). After 24 h, the number of 478

on May 25, 2018 by guest

http://aem.asm

.org/D

ownloaded from

Page 20: Integrated Metabolomics and Morphogenesis Reveals Volatile ...aem.asm.org/content/early/2018/02/12/AEM.02749-17.full.pdf · 12/02/2018 · 22 response to nutrient depletion in nature.

20

adhesive traps formed by AOL_s00079g496 was 69 cm−2

with 10% fewer than the number formed by 479

the wildtype strain (77 cm−2

) (Fig. 7). Accordingly, the number of nematodes infected by the traps 480

produced by the mutant AOL_s00079g496 was 35% fewer than that of the wildtype strain (Fig. 7). 481

Nevertheless, in both the wild type and the mutant strains, all the nematodes were dead within 36 h, 482

despite the fact that AOL_s00079g496 made fewer traps. Further GC-MS analysis revealed that 483

AOL_s00079g496 (PKS I-2) produced more furanone and pyrone metabolites including furan-2-484

ylmethanol (6), furan-2-carbaldehyde (7), 1-(furan-2-yl)propan-1-one (an ethyl derivative of 7), 5-485

(hydroxymethyl)furan-2-carbaldehyde (a hydroxy derivative of nematicidal 8), and 3,5-dihydroxy-6-486

methyl-2H-pyran-4(3H)-one (a hydroxy derivative of 10) than the wild type strain (Fig. 9). 487

488

DISCUSSION 489

Nematode trapping fungi have fascinated scientists for decades and many earlier workers have observed 490

the way in which the presence of nematodes alters the morphology and metabolism of trap forming 491

species. Although earlier studies detected attractant and nematocidal metabolites by their activities, the 492

compounds were never chemically identified (21-28). Therefore, we hypothesized that these signaling 493

molecules might be volatile in nature. In our analyses, we used GC-MS and were able to separate and 494

chemically characterize the metabolites, as well as elucidate their biological activities in attracting 495

nematodes, in inducing trap formation, or in killing nematodes. 496

Under direct physical contact with nematodes, fungi grown on CMA produced more 3D traps than 497

those grown on PDA and did so at a faster rate. Similar results were obtained in the non-direct contact 498

bioassay, however, instead of 3D trap formation, fungal hypha fusions were observed in the non-direct 499

assay. The fungi grown on CMA developed more hyphal fusions and 3D traps than those on PDA. Only 500

at a late stage after 72 h on CMA and 96 h on PDA were a few 3D traps observed. Previous studies 501

suggested that trap formation also requires a hyphal fusion event during initial stages (39), and hyphal 502

fusions were regarded as defensive structures of nematode-trapping fungi (5, 26). This might indicate 503

that in the face of the approaching nematodes, the fungus first moved into a defensive posture through 504

on May 25, 2018 by guest

http://aem.asm

.org/D

ownloaded from

Page 21: Integrated Metabolomics and Morphogenesis Reveals Volatile ...aem.asm.org/content/early/2018/02/12/AEM.02749-17.full.pdf · 12/02/2018 · 22 response to nutrient depletion in nature.

21

hyphal fusion before trap formation induced by direct contact with nematodes. Both bioassays revealed 505

that A. oligospora grown on CMA displayed greater morphological transitions in response to the 506

presence of nematodes than when it was grown on PDA. 507

The time course of metabolite profiling indicated that the growth medium influenced metabolism 508

more profoundly than the mode of contact with nematodes. When grown on CMA, almost half of (48%) 509

the total detected metabolites changed in response to physical or indirect contact with nematodes; when 510

grown on PDA only 11% of metabolites displayed significant abundance changes in response to direct 511

or indirect contact with nematodes. The fungal strains grown on CMA medium had more extensive 512

metabolic responses to nematodes compared with those grown on PDA medium. The PCA plot of 513

metabolite data from fungal strains on CMA clustered into four main branches, corresponding with the 514

experimental treatments according to the modes of contact (direct or indirect) and the status of 515

nematodes (living or dead). In other words, the fungal strains grown on CMA had different metabolic 516

patterns in response not only to the approach of nematodes, but also to the presence of living or dead 517

nematodes. In summary, our morphological and metabolic analyses indicate complex relationships 518

between media, fungal sensitivity, and morphological transitions. When A. oligospora was grown on 519

CMA, it made quicker and stronger responses in both morphology and metabolism even before having 520

direct contact with the nematodes. 521

The metabolomics analyses suggest a role of particular volatile metabolites in initiating the 522

morphological transition of the nematode-trapping fungus. Volatile compounds are emitted by many 523

species of fungi and serve many ecological functions in nature, as well as having been exploited for 524

their role in food flavor and as indirect indicators of the presence of fungal growth (40, 41, 42). 525

However, the role of individual fungal volatile substances in fungal-nematode ecological interactions is 526

poorly understood. 527

Metabolites 1-14 were screened out from the metabolic profiles of the fungal strains grown on 528

CMA and PDA during the switch from the saprophytic to pathogenic stages. Among them, two 529

furanone metabolites (5 and 6) emitted by the fungus grown on CMA were found to attract the 530

on May 25, 2018 by guest

http://aem.asm

.org/D

ownloaded from

Page 22: Integrated Metabolomics and Morphogenesis Reveals Volatile ...aem.asm.org/content/early/2018/02/12/AEM.02749-17.full.pdf · 12/02/2018 · 22 response to nutrient depletion in nature.

22

nematodes to the fungal colony. An early study on comparison of the interaction of the free-living 531

nematode Panagrellus redivivus with nematophagous fungi and non-nematophagous fungi showed that 532

nematophagous fungi preferred to attract nematodes while non-nematophagous fungi repelled them (28). 533

Our data not only confirm that the nematode-trapping fungi can chemically lure the prey to traps but 534

also provides the identification of specific attractive compounds as volatile in nature. 535

Among the changing metabolites produced by the fungus grown on the PDA between saprotrophic 536

and pathogenic phases, one volatile furanone metabolite, 5-methylfuran-2-carbaldehyde (8), was found 537

to significantly paralyze and kill the nematodes. There is a long standing assumption that an unstable 538

nematode-inactivating chemical compound produced by the fungus might be a volatile metabolite (21) 539

and our work confirms this assumption. We also found that the amount of the long chain metabolite, (9Z, 540

12Z)-methyl octadeca-9,12-dienoate (14, methyl ester of linoleic acid) increased significantly in the 541

fungus grown on PDA under contact with nematodes. Other research had identified linoleic acid as a 542

nematicidal metabolite in the mycelial extracts of several pathogenic fungi of the genus Arthrobotrys 543

(22). However, in our study, linoleic acid and its ethyl ester did not show obvious inhibitory effects on 544

nematodes. 545

In addition to the furanone metabolites involved in the interaction between the fungus and 546

nematodes, a volatile pyrone metabolite, 3-hydroxy-2-methyl-4-pyrone (maltol, 10) was identified as a 547

morphological regulator. Maltol (10) is found widely in various beans and other plant sources such as 548

larch tree bark, pine needles, and roasted malt (from which it gets its name) (43), but it has rarely been 549

described as a microbial metabolite (44, 45). Maltol is responsible for much of the characteristic smell 550

of red ginseng (46), and has been used to impart a sweet aroma to commercial fragrances. Maltol has 551

been marketed as a safe and reliable food flavor-enhancing agent for freshly baked breads and cakes and 552

also as food preservative and natural antioxidant (47). Maltol also is used as a bidentate metal ligand for 553

administered drugs (45). A recent study revealed that maltol found in the root exudates from crabgrass 554

can affect the growth of maize shoots and reduce the soil microbial biomass carbon by acting as an 555

allelochemical that interferes with plant growth and the microbial community of soils (48). However, 556

on May 25, 2018 by guest

http://aem.asm

.org/D

ownloaded from

Page 23: Integrated Metabolomics and Morphogenesis Reveals Volatile ...aem.asm.org/content/early/2018/02/12/AEM.02749-17.full.pdf · 12/02/2018 · 22 response to nutrient depletion in nature.

23

our study indicates that maltol acts as a morphological regulator for fungi. In our study, maltol was 557

found to be involved in regulating the formation of 3D traps of nematode-trapping fungus. Since maltol 558

is widely distributed in plants, it is interesting to speculate whether there is a co-evolutionary 559

relationship between maltol from plants attacked by the nematodes, and the induction of trap formation 560

by nematode-trapping fungi. 561

Furanone and pyrone metabolites are known to be important plant fruit constituents (49, 50). For 562

example, the 4-hydroxy-3(2H)-furanones associated with fruit aromas act to attract animals to fruits in 563

order to ensure seed dispersal. Furanones may function as inter-organism signal molecules in various 564

plant ecosystems (51). In plants, furanone and pyrone metabolites originate directly from carbohydrates 565

hexoses and pentoses as Maillard reaction products (52). Previous studies have suggested that furanone 566

might be derived from phosphorylated carbohydrates in tomato and yeast, and furaneol was from D-567

fructose-1,6-diphosphate. Hexose diphosphate was also assumed as biogenetic precursor to 4-hydroxy-568

5-methyl-2-methylene-3(2H)-furanone likely converted by an as yet unknown enzyme in tomato 569

(Solanum lycopersicum) and strawberry (Fragaria ananassa) (43, 45). However, the biogenetic 570

pathways of furanones and those of pyrones such as maltol (10) still remain unknown. 571

Polyketides are the most abundant class of fungal secondary metabolites (16). Because polyketides, 572

furanones, and pyrone metabolites all derive from the same precursors that are obtained from hexose 573

utilization, we studied the effects of all the PKS genes on the production of furanones and pyrone 574

metabolites in A. oligospora. Our previous report revealed that the knockout of the PKS I-3 gene 575

AOL_s00215g283 led to the abolishment of the morphological regulatory arthrosporols and high trap 576

formations (30). To elucidate the effects of genes in the production of furanone and pyrone metabolites, 577

mutants deficient in each of all the five PKS genes of A. oligospoara were constructed. The mutant with 578

loss of the PKS I-2 gene AOL_s00079g496 showed increased production of the furanone and pyrone 579

metabolites on both CMA and PDA medium, with no obvious changes in other metabolites or on 580

morphology. The content of nematode-attracting furanone and pyrone metabolites in the mutant strain 581

was double that of the wildtype strain. The fact that mutant AOL_s00079g496 (PKS I-2) displayed 582

on May 25, 2018 by guest

http://aem.asm

.org/D

ownloaded from

Page 24: Integrated Metabolomics and Morphogenesis Reveals Volatile ...aem.asm.org/content/early/2018/02/12/AEM.02749-17.full.pdf · 12/02/2018 · 22 response to nutrient depletion in nature.

24

150% stronger nematode-attracting activity was in good agreement with 200% higher of attractants in 583

the mutant strain. Although there were fewer traps induced by the strain in which the PKS I-2 gene 584

AOL_s00079g496 had been knocked out, the overall predatory ability remained the same as wild type. 585

We hypothesize that the extra production of nematodetoxic furanone metabolites compensated for the 586

lower number of traps. 587

In conclusion, we found that A. oligospora on CMA and PDA can sense the approaching 588

nematodes and develop hyphal fusions (Fig. 10). A. oligospora grown on both CMA and PDA produced 589

small volatile furanone and pyrone metabolites in response to the presence of nematodes. The fungus 590

cultivated on CMA medium made furanone metabolites that attracted nematodes, while the fungus 591

grown on PDA medium produced nematodetoxic furanone metabolites (Fig. 10). Mutation resulting in 592

the increase of furanone and pyrone metabolites led to increased attractive activity and decreased trap 593

formations of A. oligospora mutant, confirming the above results from integrated morphological and 594

metabolic analysis. These results show that the fungus flexibly adjusts its metabolic activity to 595

complement morphological changes, thereby potentially affecting fungal nematode-trapping ability and 596

differential trap formation. 597

598

ACKNOWLEDGMENT 599

This work was sponsored by projects from U1502262 and 31470169, and Yunnan University Program 600

for Excellent Young Talents awarded to X.N. (XT412003). 601

602 SUPPORTING INFORMATION 603

Additional Supporting Information may be found in the online version of this article at the publisher's 604

web-site. 605

REFERENCES 606

1. Pramer D. 1964. Nematode-trapping fungi. Science 144:382-388. 607

2. Barron GL. 1977. The nematode-destroying fungi. 608

Canadian Biological Publications Ltd,Guelph, Ontario, Canada. 609

on May 25, 2018 by guest

http://aem.asm

.org/D

ownloaded from

Page 25: Integrated Metabolomics and Morphogenesis Reveals Volatile ...aem.asm.org/content/early/2018/02/12/AEM.02749-17.full.pdf · 12/02/2018 · 22 response to nutrient depletion in nature.

25

3. Nordbring-Hertz B, Jansson HB, Tunlid A. 2011. Nematophagous fungi. eLS. John Wiley & 610

Sons, Ltd, Chichester, UK. 611

4. Moosavi MR, Zare R. 2012. Fungi as biological control agents of plant-parasitic nematodes, p 612

67-107. In Mérillon, J. M., Ramawat, K. G. (ed), Plant defence: biological control,Vol. 12. 613

Springer Netherlands, Dordrecht, Netherlands. 614

5. Nordbring-Hertz B. 1988. Nematophagous fungi: strategies for nematode exploitation and for 615

survival. Microbiol Sci 5:108-116. 616

6. Li J, Zou C, Xu J, Ji X, Niu X, Yang J, Huang X, Zhang K. 2015. Molecular Mechanisms of 617

Nematode-Nematophagous Microbe Interactions: Basis for Biological Control of Plant-Parasitic 618

Nematodes. Annu Rev Phytopathol 53:67-95. 619

7. Nordbring-Hertz B. 2004. Morphogenesis in the nematode-trapping fungus Arthrobotrys 620

oligospora - an extensive plasticity of infection structures. Mycologist 18:125-133. 621

8. Yang Y, Yang EC, An ZQ, Liu XZ. 2007. Evolution of nematode-trapping cells of predatory 622

fungi of the Orbiliaceae based on evidence from rRNA-encoding DNA and multiprotein 623

sequences. Proc Natl Acad Sci USA. 104:8379-8384. 624

9. Pramer D, Stoll NR. 1959. Nemin: a morphogenic substance causing trap formation by 625

predaceous fungi. Science 129:966-967. 626

10. Dijksterhuis J, Sjollema KA, Veenhuis M, Harder W. 1994. Competitive interactions 627

between two nematophagous fungi during infection and digestion of the nematode Panagrellus 628

redivivus. Mycol Res 98:1458-1462. 629

11. Xie H, Aminuzzaman F, Xu L, Lai Y, Li F, Liu X. 2010. Trap induction and trapping in eight 630

nematode-trapping fungi (Orbiliaceae) as affected by juvenile stage of Caenorhabditis elegans. 631

Mycopathologia 169:467-473. 632

12. Hsueh Y-P, Mahanti P, Schroeder FC, Sternberg PW. 2013. Nematode-trapping fungi 633

eavesdrop on nematode pheromones. Curr Biol 23:83-86. 634

13. Wang X, Li G-H, Zou C-G, Ji X-L, Liu T, Zhao P-J, Liang L-M, Xu J-P, An Z-Q, Zheng X. 635

2014. Bacteria can mobilize nematode-trapping fungi to kill nematodes. Nat Commun 5:5776-636

5785. 637

14. Su H, Zhao Y, Zhou J, Feng H, Jiang D, Zhang KQ, Yang J. 2015. Trapping devices of 638

nematode-trapping fungi: formation, evolution, and genomic perspectives. Biol Rev 31:371-378. 639

15. Li L, Yang M, Luo J, Qu Q, Chen Y, Liang L, Zhang K. 2016. Nematode-trapping fungi and 640

fungus-associated bacteria interactions: the role of bacterial diketopiperazines and biofilms on 641

Arthrobotrys oligospora surface in hyphal morphogenesis. Environ Microbiol 18:3827-3839. 642

on May 25, 2018 by guest

http://aem.asm

.org/D

ownloaded from

Page 26: Integrated Metabolomics and Morphogenesis Reveals Volatile ...aem.asm.org/content/early/2018/02/12/AEM.02749-17.full.pdf · 12/02/2018 · 22 response to nutrient depletion in nature.

26

16. Yang J, Wang L, Ji X, Feng Y, Li X, Zou C, Xu J, Ren Y, Mi Q, Wu J. 2011. Genomic and 643

Proteomic Analyses of the Fungus Arthrobotrys oligospora Provide Insights into Nematode-644

Trap Formation. PLoS Pathog 7:e1002179. 645

17. Singh UB, Sahu A, Singh R, Singh DP, Meena KK, Srivastava J, Manna M. 2012. 646

Evaluation of biocontrol potential of Arthrobotrys oligospora against Meloidogyne graminicola 647

and Rhizoctonia solani in Rice (Oryza sativa L.). Biol Control 60:262-270. 648

18. Zlitni S, Ferruccio LF, Brown ED. 2013. Metabolic suppression identifies new antibacterial 649

inhibitors under nutrient limitation. Nat Chem Biol 9:796-804. 650

19. Duddington C. 1955. Fungi that attack microscopic animals. Bot Rev 21:377-439. 651

20. Shepherd AM. 1955. Formation of the infection bulb in Arthrobotrys oligospora Fresenius. 652

Nature 175:475 653

21. Olthof TH, Estey R. 1963. A nematotoxin produced by the nematophagous fungus Arthrobotrys 654

oligospora Fresenius. Nature 197:514-515. 655

22. Stadler M, Anke H, Sterner O. 1993. Linoleic acid — The nematicidal principle of several 656

nematophagous fungi and its production in trap-forming submerged cultures. Arch Microbiol 657

160:401-405. 658

23. Stadler M, Sterner O, Anke H. 1993. New biologically active compounds from the nematode-659

trappmg fungus Arthrobotrys oligospora fresen. Z Naturforsch C 48:843-850. 660

24. Anderson MG, Jarman TB, Rickards RW. 1995. Structures and absolute configurations of 661

antibiotics of the oligosporon group from the nematode-trapping fungus Arthrobotrys 662

oligospora. J Antibiot 48:391-398. 663

25. Wei LX, Zhang HX, Tan JL, Chu YS, Li N, Xue HX, Wang YL, Niu XM, Zhang Y, Zhang 664

KQ. 2011. Arthrobotrisins A-C, Oligosporons from the Nematode-Trapping Fungus 665

Arthrobotrys oligospora. J Nat Prod 74:1526-1530. 666

26. Zhang HX, Tan JL, Wei LX, Wang YL, Zhang CP, Wu DK, Zhu CY, Zhang Y, Zhang KQ, 667

Niu XM. 2012. Morphology regulatory metabolites from Arthrobotrys oligospora. J Nat Prod 668

75:1419-1423. 669

27. Niu X, Zhang K. 2011. Arthrobotrys oligospora: a model organism for understanding the 670

interaction between fungi and nematodes. Mycology 2:59-78. 671

28. Saxena G, Dayal R, Mukerji KG. 1987. Interaction of nematodes with nematophagus fungi: 672

induction of trap formation, attraction and detection of attractants. FEMS Microbiol Lett 45:319-673

327. 674

on May 25, 2018 by guest

http://aem.asm

.org/D

ownloaded from

Page 27: Integrated Metabolomics and Morphogenesis Reveals Volatile ...aem.asm.org/content/early/2018/02/12/AEM.02749-17.full.pdf · 12/02/2018 · 22 response to nutrient depletion in nature.

27

29. Niu Q, Huang X, Zhang L, Xu J, Yang D, Wei K, NiuX, An Z, Bennett JW, Zou C, Yang K, 675

Zhang K. 2010. A Trojan horse mechanism of bacterial pathogenesis against nematodes. Proc 676

Natl Acad Sci USA. 107:16631-16636. 677

30. Xu ZF, Wang BL, Sun HK, Yan N, Zeng ZJ, Zhang KQ, Niu XM. 2015. High Trap 678

Formation and Low Metabolite Production by Disruption of the Polyketide Synthase Gene 679

Involved in the Biosynthesis of Arthrosporols from Nematode-Trapping Fungus Arthrobotrys 680

oligospora. J Agric Food Chem 63:9076-9082. 681

31. Li Z, Yao Q, Dearth SP, Entler MR, Castro Gonzalez HF, Uehling JK, Vilgalys RJ, Hurst 682

GB, Campagna SR, Labbé JL. 2017. Integrated proteomics and metabolomics suggests 683

symbiotic metabolism and multimodal regulation in a fungal-endobacterial system. Environ 684

Microbiol 19:1041-1053. 685

32. Meissner S, Steinhauser D, Dittmann E. 2015. Metabolomic analysis indicates a pivotal role 686

of the hepatotoxin microcystin in high light adaptation of Microcystis. Environ Microbiol 687

17:1497-1509. 688

33. Schieberle P, Molyneux RJ. 2012. Quantitation of sensory-active and bioactive constituents of 689

food: A Journal of Agricultural and Food Chemistry perspective. J Agric Food Chem 60:2404-690

2408. 691

34. Wu R, Wu Z, Wang X, Yang P, Yu D, Zhao C, Xu G, Kang L. 2012. Metabolomic analysis 692

reveals that carnitines are key regulatory metabolites in phase transition of the locusts. Proc Natl 693

Acad Sci USA. 109:3259-3263. 694

35. Frimmersdorf E, Horatzek S, Pelnikevich A, Wiehlmann L, Schomburg D. 2010. How 695

Pseudomonas aeruginosa adapts to various environments: a metabolomic approach. Environ 696

Microbiol 12:1734–1747. 697

36. Macosko EZ, Pokala N, Feinberg EH, Chalasani SH, Butcher RA, Clardy J, Bargmann CI. 698

2009. A hub-and-spoke circuit drives pheromone attraction and social behaviour in C. elegans. 699

Nature 458:1171-1175 700

37. Srinivasan J, Reuss SHV, Bose N, Zaslaver A, Mahanti P, Ho MC, O'Doherty OG, Edison 701

AS, Sternberg PW, Schroeder FC. 2012. A Modular Library of Small Molecule Signals 702

Regulates Social Behaviors in Caenorhabditis elegans. PLoS Biol 10:e1001237. 703

38. Wang YL, Li LF, Li DX, Wang B, Zhang K, Niu X. 2015. Yellow Pigment Aurovertins 704

Mediate Interactions between the Pathogenic Fungus Pochonia chlamydosporia and Its 705

Nematode Host. J Agric Food Chem 63:6577-6587. 706

39. Nordbring-Hertz B, Friman E, Veenhuis M. 1989. Hyphal fusion during initial stages of trap 707

formation in Arthrobotrys oligospora. Avan Leeuw J Microb 55:237-244. 708

on May 25, 2018 by guest

http://aem.asm

.org/D

ownloaded from

Page 28: Integrated Metabolomics and Morphogenesis Reveals Volatile ...aem.asm.org/content/early/2018/02/12/AEM.02749-17.full.pdf · 12/02/2018 · 22 response to nutrient depletion in nature.

28

40. Bitas V, Kim HS, Bennett JW, Kang S. 2013. Sniffing on microbes: diverse roles of microbial 709

volatile organic compounds in plant health. Mol Plant-Microbe Interact 26:835-843. 710

41. Hung R, Lee S, Bennett JW. 2015. Fungal volatile organic compounds and their role in 711

ecosystems. Appl Microbiol Biotechnol 99:3395-3405. 712

42. Schrader J. 2007. Microbial Flavour Production, p 507-574. In Ralf Günter Berger 713

(ed), Flavours and Fragrances. Springer Berlin Heidelberg, German. 714

43. Guentert M. 2007. The Flavour and Fragrance Industry—Past, Present, and Future, p 1-14. In 715

Ralf Günter Berger (ed), Flavours and Fragrances. Springer Berlin Heidelberg, German. 716

44. Edris AE. 2007. Pharmaceutical and therapeutic potentials of essential oils and their individual 717

volatile constituents: a review. Phytother Res 21:308-323. 718

45. Yi Z, Lu Q, Liu L, Li X, Liu E, Han L, Fang S, Gao X, Tao W. 2014. New maltol glycosides 719

from Flos Sophorae. J Nat Med 69:249-254. 720

46. Sangjun L, Taewha M, Jaehwan L. 2010. Increases of 2-furanmethanol and maltol in Korean 721

red ginseng during explosive puffing process. J Food Sci 75:C147-151. 722

47. Ye H, Qi X, Hu JN, Han XY, Wei L, Zhao LC. 2015. Maltol, a Food Flavoring Agent, 723

Attenuates Acute Alcohol-Induced Oxidative Damage in Mice. Nutrients 7:682-696. 724

48. Zhou B, Kong CH, Li YH, Wang P, Xu XH. 2013. Crabgrass (Digitaria sanguinalis) 725

Allelochemicals That Interfere with Crop Growth and the Soil Microbial Community. J Agric 726

Food Chem 61:5310-5317. 727

49. Pichersky E, Gershenzon J. 2002. The formation and function of plant volatiles: perfumes for 728

pollinator attraction and defense. Curr Opin Plant Biol 5:237-243. 729

50. Slaughter JC. 1999. The naturally occurring furanones: formation and function from 730

pheromone to food. Biol Rev 74:259-276. 731

51. Iason GR, Dicke M, Hartley SE. 2012. The Ecology of Plant Secondary Metabolites: From 732

Genes to Global Processes. Cambridge University Press, New York, USA. 733

52. Schwab W, Davidovichrikanati R, Lewinsohn E. 2008. Biosynthesis of plant-derived flavor 734

compounds. Plant J 54:712-732. 735

736

737

on May 25, 2018 by guest

http://aem.asm

.org/D

ownloaded from

Page 29: Integrated Metabolomics and Morphogenesis Reveals Volatile ...aem.asm.org/content/early/2018/02/12/AEM.02749-17.full.pdf · 12/02/2018 · 22 response to nutrient depletion in nature.

29

738

Figure Legends 739

Figure 1. The morphological responses of A. oligospora grown on two different media, CMA (red) and 740

PDA (black), to living nematodes (solid, L) or dead nematodes (hollow, D), under two different modes 741

of contact, direct contact (full line, DC, A) and non-direct contact (dash line, NDC, B) in 144h. 3D traps 742

(triangle) and hyphal fusions (circle). The corrected values are the difference values between the data 743

obtained in fungal strains treated with nematodes and those obtained in fungal strains treated without 744

nematodes. 745

746

Figure 2. A): PCA score-plots between fungal samples during the saprophytic and pathogenic phases 747

grown on two different media, CMA and PDA. (principal component 1 versus principal component 2; 748

component 1, 0.85 and component 2, 0.05). B): PCA score-plots between fungal samples during the 749

saprophytic and pathogenic phases grown on two different media CMA and PDA. (principal component 750

1 versus principal component 3; component 1: 0.85, component 2: 0.05 and component 3: 0.03); C): 751

PCA score-plot between the saprophytic and pathogenic fungal samples grown on CMA (principal 752

component 2 versus principal component 3; component 1: 0.60, component 2:0.12 and component 3: 753

0.07). D): PCA score-plot between the saprophytic and pathogenic fungal samples grown on PDA 754

(principal component 2 versus principal component 3; component 1: 0.65, component 2: 0.11 and 755

component 3: 0.08). A. oligospora growing without nematodes in 144h as control group (C); A. 756

oligospora growing under direct contact with living nematodes in 144h (DC); A. oligospora growing 757

under non-direct contact live nematodes in 144h (NDC-L); A. oligospora growing under non-direct 758

contact with dead nematodes in 144h (NDC-D). 759

760

Figure 3. Unsupervised hierarchical clustering of the logarithmically transformed (log2) relative 761

concentrations of metabolites from the methanol extracts of A. oligospora YMF1.01883 at different 762

growth phases cultivated in CMA and PDA media. Up): Unsupervised hierarchical clustering of the 763

on May 25, 2018 by guest

http://aem.asm

.org/D

ownloaded from

Page 30: Integrated Metabolomics and Morphogenesis Reveals Volatile ...aem.asm.org/content/early/2018/02/12/AEM.02749-17.full.pdf · 12/02/2018 · 22 response to nutrient depletion in nature.

30

logarithmically transformed (log2) relative concentrations of 33 metabolites from the methanol extracts 764

of wild type A. oligospora YMF1.01883 cultivated in CMA medium. Down): Unsupervised hierarchical 765

clustering of the logarithmically transformed into (log2) metabolite relative concentrations of 16 766

metabolites from the methanol extracts of wild type A. oligospora cultivated in PDA medium. A. 767

oligospora growing without nematodes in 144 h as control group (C); A. oligospora growing under 768

direct contact with nematodes in 144 h (DC); A. oligospora growing under non-direct contact with 769

living nematodes in 144 h (NDC-L); A. oligospora growing under non-direct contact with dead 770

nematodes in 144 h (NDC-D). 771

772

Figure 4. The structures of 14 metabolites and their abundances within the time courses from the 773

saprophytic to the pathogenic lifestyles of the fungus. (6 metabolites in the CMA group including 1-6, 774

and 8 metabolites in the PDA group including 7-14. Control (green): A. oligospora growing without 775

nematodes in 144h as control group; Direct Contact (blue): A. oligospora growing under direct contact 776

with living nematodes in 144h; Non-Direct Contact Live (rose): A. oligospora growing under non-direct 777

contact with living nematodes in 144h; Non-Direct Contact Dead (red): A. oligospora growing under 778

non-direct contact with dead nematodes in 144h. (n=5). 779

780

Figure 5. A): Attracting activities of three metabolites, 2(5H)-furanone (5), furan-2-ylmethanol (6), and 781

furan-2-carbaldehyde (7) for nematode C. elegans. B): Effect of 5-methylfuran-2-carbaldehyde (8) on 782

the mortality of C. elegans at 12 hours with 1µg/mL Ivermectin used as a positive control group. C): 783

Effect of maltol (10, M) at the concentration of 2.5 g/mL on trap formations of A. oligospora as 784

treated without maltol as control (C). **: P <0.01, *: P <0.05, n=5. 785

786

Figure 6. HPLC analysis of the methanol extracts of the PD cultural broths from the wildtype strain 787

(black line) and the mutant AOL_s00079g496 (Δ79g496 ) (red line). The blue line indicates the peak 788

of 2(5H)-furanone (5) at around 4 min. 789

on May 25, 2018 by guest

http://aem.asm

.org/D

ownloaded from

Page 31: Integrated Metabolomics and Morphogenesis Reveals Volatile ...aem.asm.org/content/early/2018/02/12/AEM.02749-17.full.pdf · 12/02/2018 · 22 response to nutrient depletion in nature.

31

Figure 7. A): Comparison of attracting activities of wild type A. oligospora and mutant 790

ΔAOL_s00079g496 (496). B): Comparison of spore formations of A. oligospora and mutant 791

AOL_s00079g496. C): Comparison of spore germination rates of A. oligospora and mutant 792

AOL_s00079g496. D): Comparison of trap formations of wild type A. oligospora and mutant 793

ΔAOL_s00079g496. E): Comparison of nematode capturing abilities of wild type A. oligospora and 794

mutant ΔAOL_s00079g496. ***: P <0.001, **: P <0.01, *: P <0.05, n=4. 795

796

Figure 8. Comparison of mycelial morphology of wild-type strain and the mutant ΔAOL_s00079g496 797

(Δ79g496-KS) on PDA plates (15 d). 798

799

Figure 9. GC-MS analysis of the methanol extracts of the wildtype strain (black line) and the mutant 800

ΔAOL_s00079g496 (Δ79g496) (red line) on CMA. The red arrow refers to the compounds detected in 801

the mutant strain. 802

803

Figure 10. The morphological and metabolic adaptation of wild type A. oligospora on two media CMA 804

and PDA. In direct contact with nematodes, the fungus grown on CMA develops more traps than those 805

grown on PDA; in non-direct contact with nematodes, the fungus grown on PDA develops more hyphal 806

fusion than on CMA. The fungus grown on CMA produced an attractant molecule, 2(5H)-furonone, 807

while the fungus on PDA produced a nematicide metabolite, 5-methyl furan 2-carbaldehyde, as well as 808

a stimulator, maltol, that increased trap numbers. 809

810

811

on May 25, 2018 by guest

http://aem.asm

.org/D

ownloaded from

Page 32: Integrated Metabolomics and Morphogenesis Reveals Volatile ...aem.asm.org/content/early/2018/02/12/AEM.02749-17.full.pdf · 12/02/2018 · 22 response to nutrient depletion in nature.

32

812

0 20 40 60 80 100 120 1400

20

40

60

80

100

Traps of DC on CMATraps of DC on PDA

(h)

Corr

ecte

d v

alu

es

of

morp

holo

gic

al

tran

siti

on

s A

0 20 40 60 80 100 120 1400

20

40

60

80

100

Traps of NDC-D on PDA Traps of NDC-D on CMA

Traps of NDC-L on PDA Traps of NDC-L on CMA

Hyphal fusion of NDC-L on PDA Hyphal fusion of NDC-L on CMA

Hyphal fusion of NDC-D on PDA Hyphal fusion of NDC-D on CMA

(h)

Corr

ecte

d v

alu

es

of

morp

holo

gic

al

tran

siti

on

s B

813

Figure 1. The morphological responses of A. oligospora grown on two different media, CMA (red) and 814

PDA (black), to living nematodes (solid, L) or dead nematodes (hollow, D), under two different modes 815

of contact, direct contact (full line, DC, A) and non-direct contact (dash line, NDC, B) in 144h. 3D traps 816

(triangle) and hyphal fusions (circle). The corrected values are the difference values between the data 817

obtained in fungal strains treated with nematodes and those obtained in fungal strains treated without 818

nematodes. 819

820

on May 25, 2018 by guest

http://aem.asm

.org/D

ownloaded from

Page 33: Integrated Metabolomics and Morphogenesis Reveals Volatile ...aem.asm.org/content/early/2018/02/12/AEM.02749-17.full.pdf · 12/02/2018 · 22 response to nutrient depletion in nature.

33

821

A

B

C

D

Figure 2. A): PCA score-plots between fungal metabolic samples during the saprophytic and 822

pathogenic phases grown on two different media, CMA and PDA. (principal component 1 versus 823

principal component 2; component 1, 0.85 and component 2, 0.05). B): PCA score-plots between fungal 824

samples during the saprophytic and pathogenic phases grown on two different media CMA and PDA. 825

(principal component 1 versus principal component 3; component 1: 0.85, component 2: 0.05 and 826

component 3: 0.03); C): PCA score-plot between the saprophytic and pathogenic fungal samples grown 827

on CMA (principal component 2 versus principal component 3; component 1: 0.60, component 2:0.12 828

and component 3: 0.07). D): PCA score-plot between the saprophytic and pathogenic fungal samples 829

grown on PDA (principal component 2 versus principal component 3; component 1: 0.65, component 2: 830

0.11 and component 3: 0.08). A. oligospora growing without nematodes in 144h as control group (C); A. 831

oligospora growing under direct contact with living nematodes in 144h (DC); A. oligospora growing 832

on May 25, 2018 by guest

http://aem.asm

.org/D

ownloaded from

Page 34: Integrated Metabolomics and Morphogenesis Reveals Volatile ...aem.asm.org/content/early/2018/02/12/AEM.02749-17.full.pdf · 12/02/2018 · 22 response to nutrient depletion in nature.

34

under non-direct contact live nematodes in 144h (NDC-L); A. oligospora growing under non-direct 833

contact with dead nematodes in 144h (NDC-D). 834

835

836

837

Figure 3. Unsupervised hierarchical clustering of the logarithmically transformed (log2) relative 838

concentrations of metabolites from the methanol extracts of A. oligospora YMF1.01883 at different 839

growth phases cultivated in CMA and PDA media. Up): Unsupervised hierarchical clustering of the 840

logarithmically transformed (log2) relative concentrations of 33 metabolites from the methanol extracts 841

of wild type A. oligospora YMF1.01883 cultivated in CMA medium. Down): Unsupervised hierarchical 842

on May 25, 2018 by guest

http://aem.asm

.org/D

ownloaded from

Page 35: Integrated Metabolomics and Morphogenesis Reveals Volatile ...aem.asm.org/content/early/2018/02/12/AEM.02749-17.full.pdf · 12/02/2018 · 22 response to nutrient depletion in nature.

35

clustering of the logarithmically transformed into (log2) metabolite relative concentrations of 16 843

metabolites from the methanol extracts of wild type A. oligospora cultivated in PDA medium. A. 844

oligospora growing without nematodes in 144 h as control group (C); A. oligospora growing under 845

direct contact with nematodes in 144 h (DC); A. oligospora growing under non-direct contact with 846

living nematodes in 144 h (NDC-L); A. oligospora growing under non-direct contact with dead 847

nematodes in 144 h (NDC-D). 848

849

850

on May 25, 2018 by guest

http://aem.asm

.org/D

ownloaded from

Page 36: Integrated Metabolomics and Morphogenesis Reveals Volatile ...aem.asm.org/content/early/2018/02/12/AEM.02749-17.full.pdf · 12/02/2018 · 22 response to nutrient depletion in nature.

36

851 852

on May 25, 2018 by guest

http://aem.asm

.org/D

ownloaded from

Page 37: Integrated Metabolomics and Morphogenesis Reveals Volatile ...aem.asm.org/content/early/2018/02/12/AEM.02749-17.full.pdf · 12/02/2018 · 22 response to nutrient depletion in nature.

37

853 854 Figure 4. The structures of 14 metabolites and their abundances within the time courses from the 855

saprophytic to the pathogenic lifestyles of the fungus. (6 metabolites in the CMA group including 1-6, 856

and 8 metabolites in the PDA group including 7-14. Control (green): A. oligospora growing without 857

nematodes in 144h as control group; Direct Contact (blue): A. oligospora growing under direct contact 858

with living nematodes in 144h; Non-Direct Contact Live (rose): A. oligospora growing under non-direct 859

contact with living nematodes in 144h; Non-Direct Contact Dead (red): A. oligospora growing under 860

non-direct contact with dead nematodes in 144h. (n=4). 861

862

863

on May 25, 2018 by guest

http://aem.asm

.org/D

ownloaded from

Page 38: Integrated Metabolomics and Morphogenesis Reveals Volatile ...aem.asm.org/content/early/2018/02/12/AEM.02749-17.full.pdf · 12/02/2018 · 22 response to nutrient depletion in nature.

38

0 13

827

555

011

00IV

M

0

25

50

75

100

**

**

(g/mL)

(%)

Mort

ali

ty r

ate

s of

nem

ato

des

12 240

100

200

300

400

(h)

(/cm2)

C

M*

Nu

mb

ers

of

trap

s

1000 50

025

010

0 50 25 10 5 1

-0.2

0.0

0.2

0.4

0.6

0.8

2(5H)-Furanone

Furan-2-carbaldehyde

Furan-2-ylmethanol

Concn. (g/mL)

Ch

emota

ctic

in

dex

A

B C

864

Figure 5. A): Attracting activities of three metabolites, 2(5H)-furanone (5), furan-2-ylmethanol (6), and 865

furan-2-carbaldehyde (7) for nematode C. elegans. B): Effect of 5-methylfuran-2-carbaldehyde (8) on 866

the mortality of C. elegans at 12 hours with 1µg/mL Ivermectin used as a positive control group. C): 867

Effect of maltol (10, M) at the concentration of 2.5 g/mL on trap formations of A. oligospora as 868

treated without maltol as control (C). **: P <0.01, *: P <0.05, n=5. 869

870

on May 25, 2018 by guest

http://aem.asm

.org/D

ownloaded from

Page 39: Integrated Metabolomics and Morphogenesis Reveals Volatile ...aem.asm.org/content/early/2018/02/12/AEM.02749-17.full.pdf · 12/02/2018 · 22 response to nutrient depletion in nature.

39

871

872

873 874 Figure 6. HPLC analysis of the methanol extracts of the PD cultural broths from the wildtype strain 875

(black line) and the mutant AOL_s00079g496 (Δ79g496 ) (red line). The blue line indicates the peak 876

of 2(5H)-furanone (5) at around 4 min.877

min

0 10 20 30 40

mAU

400

800

1200

1600

WT

79g496

2(5H)-Furanone

4 6

2(5H)-Furanone

WT

79g496

on May 25, 2018 by guest

http://aem.asm

.org/D

ownloaded from

Page 40: Integrated Metabolomics and Morphogenesis Reveals Volatile ...aem.asm.org/content/early/2018/02/12/AEM.02749-17.full.pdf · 12/02/2018 · 22 response to nutrient depletion in nature.

40

878

879

24 480

25

50

75

****

(h)

(%)

Att

ract

ed n

emato

des

0.0

1.5

3.0

4.5 **

WT Δ496

(105/mL)

Nu

mb

ers

of

spore

s

2h 4h0

50

100

150

***

**

(%)

Sp

ore

ger

min

ati

on

rate

s

12 24 36 480

60

120

180

(h)

(cm-2)

**

Nu

mb

ers

of

trap

s

24 360

50

100

(h)

**

*

(%)

Cap

ture

d n

emato

des

0.01.53.04.5

WT

Δ496

A B C

D E

880

Figure 7. A): Comparison of attracting activities of wild type A. oligospora and mutant 881

ΔAOL_s00079g496 (496). B): Comparison of spore formations of A. oligospora and mutant 882

AOL_s00079g496. C): Comparison of spore germination rates of A. oligospora and mutant 883

AOL_s00079g496. D): Comparison of trap formations of wild type A. oligospora and mutant 884

ΔAOL_s00079g496. E): Comparison of nematode capturing abilities of wild type A. oligospora and 885

mutant ΔAOL_s00079g496. ***: P <0.001, **: P <0.01, *: P <0.05, n=4. 886

887

on May 25, 2018 by guest

http://aem.asm

.org/D

ownloaded from

Page 41: Integrated Metabolomics and Morphogenesis Reveals Volatile ...aem.asm.org/content/early/2018/02/12/AEM.02749-17.full.pdf · 12/02/2018 · 22 response to nutrient depletion in nature.

41

888

WT Δ79g496-KS

889

Figure 8. Comparison of mycelial morphology of wild-type strain and the mutant ΔAOL_s00079g496 890

(Δ79g496-KS) on PDA plates (15 d). 891

892

893

on May 25, 2018 by guest

http://aem.asm

.org/D

ownloaded from

Page 42: Integrated Metabolomics and Morphogenesis Reveals Volatile ...aem.asm.org/content/early/2018/02/12/AEM.02749-17.full.pdf · 12/02/2018 · 22 response to nutrient depletion in nature.

42

894 Figure 9. GC-MS analysis of the methanol extracts of the wildtype strain (black line) and the mutant 895

ΔAOL_s00079g496 (Δ79g496) (red line) on CMA. The red arrow refers to the compounds detected in 896

the mutant strain. 897

898

10 20 30 40 0

20

40

60

80

min

(x

10 5 )

2 3 4

5

1

W

T

△ 79g496

O

3 . 1 - ( F u r a n - 2 - y l ) p r o p a n - 1 - o n e

O

O O H H O

4 . 3 , 5 - D i h y d r o x y - 6 - m e t h y l - 2 H - p y r a n - 4 ( 3 H ) - o n e

5 . 5 - ( h y d r o x y m e t h y l ) f u r a n - 2 - c a r b a l d e h y d e

1 . F u r a n - 2 - c a r b a l d e h y d e ( 6 )

2 . F u r a n - 2 - y l m e t h a n o l ( 7 )

O

O O H

O O

O O H O

on May 25, 2018 by guest

http://aem.asm

.org/D

ownloaded from

Page 43: Integrated Metabolomics and Morphogenesis Reveals Volatile ...aem.asm.org/content/early/2018/02/12/AEM.02749-17.full.pdf · 12/02/2018 · 22 response to nutrient depletion in nature.

43

899

Attractant

Stimulator

Nematicide

Fungus

Traps

Hyphal

Fusions

Hyphal

Fusions

Traps

900

Figure 10. The morphological and metabolic adaptation of wild type A. oligospora on two media CMA 901

and PDA. In direct contact with nematodes, the fungus grown on CMA develops more traps than those 902

grown on PDA; in non-direct contact with nematodes, the fungus grown on PDA develops more hyphal 903

fusion than on CMA. The fungus grown on CMA produced an attractant molecule, 2(5H)-furonone, 904

while the fungus on PDA produced a nematicide metabolite, 5-methyl furan 2-carbaldehyde, as well as 905

a stimulator, maltol, that increased trap numbers. 906

907

on May 25, 2018 by guest

http://aem.asm

.org/D

ownloaded from


Recommended